4.7

Adjusted Signal

4.7

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

4.5K

Stars

Kotlin

Language

379.5K

Lines of Code

2.2K

Files

452

Pattern Hits

2026-10-31

Scan Date

0.05

HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 1.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 83 finding(s).

Hallucinated Dependency & Supply Chain Risk 14.1/100 · LOW

Are imports declared and package/API names verified? 230 finding(s).

Agent Over-Engineering Ratio 6.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 140 finding(s).

PR Review Velocity Impact 19.9/100 · LOW

Which changes need focused human review? 452 finding(s).

What These Metrics Mean

Adjusted Signal: Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score: Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor: A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits: Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate: High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files: Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 91HIGH 28MEDIUM 135LOW 198

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 452 distinct pattern matches across 13 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Hallucination Indicators91 hits · 980 pts

Severity	File	Line	Snippet	Context
CRITICAL	…/agent/a2a/server/support/AutonomyA2ARequestHandler.kt	354	val objectMapper = tools.jackson.databind.json.JsonMapper.builder()	CODE
CRITICAL	…m/embabel/agent/config/models/openai/LLMStreamingIT.kt	231	val prompt = org.springframework.ai.chat.prompt.Prompt("Say hello")	STRING
CRITICAL	…/config/models/ollama/LLMOllamaStreamingBuilderIT.java	296	new org.springframework.ai.chat.prompt.Prompt("Say hello");	CODE
CRITICAL	…config/models/ollama/LangChain4jStreamingToolLoopIT.kt	196	is SystemMessage -> dev.langchain4j.data.message.SystemMessage.from(message.content)	CODE
CRITICAL	…config/models/ollama/LangChain4jStreamingToolLoopIT.kt	197	is UserMessage -> dev.langchain4j.data.message.UserMessage.from(message.content)	CODE
CRITICAL	…servability/OpenTelemetrySdkAutoConfigurationTest.java	203	io.opentelemetry.api.common.Attributes.of(ServiceAttributes.SERVICE_NAME, "custom-service")	CODE
CRITICAL	…bility/observation/ChatModelObservationFilterTest.java	353	.isEqualTo(io.opentelemetry.api.trace.SpanId.getInvalid());	CODE
CRITICAL	…bility/observation/ChatModelObservationFilterTest.java	420	.isEqualTo(io.opentelemetry.api.trace.SpanId.getInvalid());	CODE
CRITICAL	…bility/observation/ChatModelObservationFilterTest.java	528	.isNotEqualTo(io.opentelemetry.api.trace.SpanId.getInvalid());	CODE
CRITICAL	…che/support/HitlJCachePersistenceMvcIntegrationTest.kt	113	@com.embabel.agent.api.annotation.Agent(description = "Cache adventure agent requiring user choices")	CODE
CRITICAL	…bel/agent/rag/lucene/LuceneSearchOperationsTestBase.kt	60	com.embabel.agent.rag.model.Chunk(	CODE
CRITICAL	…el/agent/jdbc/HitlJdbcPersistenceMvcIntegrationTest.kt	111	@com.embabel.agent.api.annotation.Agent(description = "JDBC adventure agent requiring user choices")	CODE
CRITICAL	…mbabel/agent/jdbc/JdbcAgentProcessSnapshotStoreTest.kt	156	) = com.embabel.agent.spi.persistence.SerializedAgentProcessSnapshot(	CODE
CRITICAL	…src/test/kotlin/com/embabel/agent/skills/SkillsTest.kt	672	val ctx = com.embabel.agent.api.tool.ToolCallContext.of(com.embabel.agent.api.tool.ToolCallContext.LOOP_ID_KEY t	CODE
CRITICAL	…src/test/kotlin/com/embabel/agent/skills/SkillsTest.kt	708	com.embabel.agent.api.tool.ToolCallContext.of(com.embabel.agent.api.tool.ToolCallContext.LOOP_ID_KEY to "loo	CODE
CRITICAL	…src/test/kotlin/com/embabel/agent/skills/SkillsTest.kt	712	com.embabel.agent.api.tool.ToolCallContext.of(com.embabel.agent.api.tool.ToolCallContext.LOOP_ID_KEY to "loo	CODE
CRITICAL	…/agent/api/annotation/support/PackageVisibleTests.java	146	@com.embabel.agent.api.annotation.Agent(description = "foo bar")	CODE
CRITICAL	…ation/support/state/PolymorphicStateInterfaceTest.java	119	@com.embabel.agent.api.annotation.Agent(description = "Feature select agent")	CODE
CRITICAL	…api/src/test/kotlin/com/embabel/chat/MultimodalTest.kt	275	com.embabel.agent.api.reference.LlmReference.of(name, "desc", emptyList())	CODE
CRITICAL	…est/kotlin/com/embabel/chat/ConversationFactoryTest.kt	49	user = com.embabel.agent.api.identity.SimpleUser(	CODE
CRITICAL	…in/com/embabel/plan/goap/astar/AStarGoapPlannerTest.kt	537	val planner = _root_ide_package_.com.embabel.plan.goap.astar.AStarGoapPlanner(	CODE
CRITICAL	…m/embabel/agent/core/support/SimpleAgentProcessTest.kt	57	@com.embabel.agent.api.annotation.Agent(	CODE
CRITICAL	…m/embabel/agent/core/support/SimpleAgentProcessTest.kt	78	@com.embabel.agent.api.annotation.Agent(	CODE
CRITICAL⚡	…in/com/embabel/agent/test/unit/FakePromptRunnerTest.kt	646	val tool = com.embabel.agent.api.tool.Tool.of("test_tool", "A test tool") {	CODE
CRITICAL⚡	…in/com/embabel/agent/test/unit/FakePromptRunnerTest.kt	647	com.embabel.agent.api.tool.Tool.Result.text("ok")	CODE
CRITICAL⚡	…in/com/embabel/agent/test/unit/FakePromptRunnerTest.kt	649	val toolGroup = com.embabel.agent.core.ToolGroup.ofTools(	CODE
CRITICAL⚡	…in/com/embabel/agent/test/unit/FakePromptRunnerTest.kt	674	val tool1 = com.embabel.agent.api.tool.Tool.of("tool_one", "First tool") {	CODE
CRITICAL⚡	…in/com/embabel/agent/test/unit/FakePromptRunnerTest.kt	675	com.embabel.agent.api.tool.Tool.Result.text("one")	CODE
CRITICAL⚡	…in/com/embabel/agent/test/unit/FakePromptRunnerTest.kt	677	val tool2 = com.embabel.agent.api.tool.Tool.of("tool_two", "Second tool") {	CODE
CRITICAL⚡	…in/com/embabel/agent/test/unit/FakePromptRunnerTest.kt	678	com.embabel.agent.api.tool.Tool.Result.text("two")	CODE
CRITICAL⚡	…in/com/embabel/agent/test/unit/FakePromptRunnerTest.kt	680	val toolGroup = com.embabel.agent.core.ToolGroup.ofTools(	CODE
CRITICAL⚡	…in/com/embabel/agent/test/unit/FakePromptRunnerTest.kt	707	val tool = com.embabel.agent.api.tool.Tool.of("chained_tool", "Chained tool") {	CODE
CRITICAL⚡	…in/com/embabel/agent/test/unit/FakePromptRunnerTest.kt	708	com.embabel.agent.api.tool.Tool.Result.text("chained")	CODE
CRITICAL⚡	…in/com/embabel/agent/test/unit/FakePromptRunnerTest.kt	710	val toolGroup = com.embabel.agent.core.ToolGroup.ofTools(	CODE
CRITICAL⚡	…in/com/embabel/agent/test/unit/FakePromptRunnerTest.kt	740	val tool = com.embabel.agent.api.tool.Tool.of("immutable_tool", "Immutable tool") {	CODE
CRITICAL⚡	…in/com/embabel/agent/test/unit/FakePromptRunnerTest.kt	741	com.embabel.agent.api.tool.Tool.Result.text("immutable")	CODE
CRITICAL⚡	…in/com/embabel/agent/test/unit/FakePromptRunnerTest.kt	743	val toolGroup = com.embabel.agent.core.ToolGroup.ofTools(	CODE
CRITICAL	…in/com/embabel/agent/test/unit/FakePromptRunnerTest.kt	861	@com.embabel.agent.api.annotation.LlmTool(description = "Test tool")	CODE
CRITICAL	…t/spi/config/spring/ActionRetryPolicyPropertiesTest.kt	149	@com.embabel.agent.api.annotation.Agent(	CODE
CRITICAL	…t/spi/config/spring/ActionRetryPolicyPropertiesTest.kt	167	@com.embabel.agent.api.annotation.Agent(	CODE
CRITICAL⚡	…gent/spi/support/AgentProcessContextPropagationTest.kt	331	override val definition = com.embabel.agent.api.tool.Tool.Definition(	CODE
CRITICAL⚡	…gent/spi/support/AgentProcessContextPropagationTest.kt	334	inputSchema = com.embabel.agent.api.tool.Tool.InputSchema.empty(),	CODE
CRITICAL⚡	…gent/spi/support/AgentProcessContextPropagationTest.kt	336	override fun call(input: String) = com.embabel.agent.api.tool.Tool.Result.text("check")	CODE
CRITICAL⚡	…gent/spi/support/AgentProcessContextPropagationTest.kt	340	val conditionalTool = com.embabel.agent.api.tool.ConditionalReplanningTool(	CODE
CRITICAL⚡	…gent/spi/support/AgentProcessContextPropagationTest.kt	344	com.embabel.agent.api.tool.ReplanDecision(reason = "Captured context")	CODE
CRITICAL	…ent/spi/support/ChatClientLlmOperationsThinkingTest.kt	321	com.embabel.common.core.thinking.ThinkingBlock(	STRING
CRITICAL	…ent/spi/support/ChatClientLlmOperationsThinkingTest.kt	343	val originalOptions = com.embabel.common.ai.model.LlmOptions()	STRING
CRITICAL	…ent/spi/support/ChatClientLlmOperationsThinkingTest.kt	346	val withThinking = originalOptions.withThinking(com.embabel.common.ai.model.Thinking.withExtraction())	STRING
CRITICAL	…ent/spi/support/ChatClientLlmOperationsThinkingTest.kt	365	val extractionThinking = com.embabel.common.ai.model.Thinking.withExtraction()	STRING
CRITICAL	…ent/spi/support/ChatClientLlmOperationsThinkingTest.kt	369	val budgetThinking = com.embabel.common.ai.model.Thinking.withTokenBudget(150)	STRING
CRITICAL	…ent/spi/support/ChatClientLlmOperationsThinkingTest.kt	381	val originalOptions = com.embabel.common.ai.model.LlmOptions()	STRING
CRITICAL	…embabel/agent/spi/support/ToolLoopLlmOperationsTest.kt	1769	pricingModel = com.embabel.common.ai.model.PricingModel.usdPer1MTokens(1.0, 2.0),	CODE
CRITICAL	…embabel/agent/spi/support/ToolLoopLlmOperationsTest.kt	1853	pricingModel = com.embabel.common.ai.model.PricingModel.usdPer1MTokens(1.0, 0.0),	CODE
CRITICAL	…m/embabel/agent/spi/support/EmbeddingOperationsTest.kt	310	val ex = org.junit.jupiter.api.Assertions.assertThrows(IllegalStateException::class.java) {	CODE
CRITICAL	…m/embabel/agent/spi/support/EmbeddingOperationsTest.kt	332	org.junit.jupiter.api.Assertions.assertThrows(IllegalStateException::class.java) {	CODE
CRITICAL	…ent/spi/support/springai/SafelyGetToolCallbacksTest.kt	46	@org.springframework.ai.tool.annotation.Tool(description = "Spring tool")	CODE
CRITICAL	…gent/spi/support/springai/InstrumentedChatModelTest.kt	168	val options = org.springframework.ai.model.tool.ToolCallingChatOptions.builder()	CODE
CRITICAL	…gent/spi/support/springai/InstrumentedChatModelTest.kt	195	val options = org.springframework.ai.model.tool.ToolCallingChatOptions.builder()	CODE
CRITICAL	…gent/spi/support/springai/InstrumentedChatModelTest.kt	211	val options = org.springframework.ai.model.tool.ToolCallingChatOptions.builder()	CODE
CRITICAL⚡	…t/spi/support/springai/SpringAiLlmMessageSenderTest.kt	700	override val definition = com.embabel.agent.api.tool.Tool.Definition(	CODE
31 more matches not shown…

Decorative Section Separators115 hits · 382 pts

Severity	File	Line	Snippet	Context
MEDIUM	…nfigure/src/main/resources/models/anthropic-models.yml	1	# ============================================	COMMENT
MEDIUM	…nfigure/src/main/resources/models/anthropic-models.yml	3	# ============================================	COMMENT
MEDIUM⚡	…nfigure/src/main/resources/models/anthropic-models.yml	32	# ========================================	COMMENT
MEDIUM⚡	…nfigure/src/main/resources/models/anthropic-models.yml	37	# ========================================	COMMENT
MEDIUM	…nfigure/src/main/resources/models/anthropic-models.yml	82	# ========================================	COMMENT
MEDIUM	…nfigure/src/main/resources/models/anthropic-models.yml	84	# ========================================	COMMENT
MEDIUM	…nfigure/src/main/resources/models/anthropic-models.yml	97	# ========================================	COMMENT
MEDIUM	…nfigure/src/main/resources/models/anthropic-models.yml	99	# ========================================	COMMENT
MEDIUM	…nfigure/src/main/resources/models/anthropic-models.yml	120	# ========================================	COMMENT
MEDIUM	…nfigure/src/main/resources/models/anthropic-models.yml	122	# ========================================	COMMENT
MEDIUM⚡	…oconfigure/src/main/resources/models/gemini-models.yml	6	# ========================================	COMMENT
MEDIUM⚡	…oconfigure/src/main/resources/models/gemini-models.yml	8	# ========================================	COMMENT
MEDIUM	…oconfigure/src/main/resources/models/gemini-models.yml	21	# ========================================	COMMENT
MEDIUM	…oconfigure/src/main/resources/models/gemini-models.yml	23	# ========================================	COMMENT
MEDIUM	…oconfigure/src/main/resources/models/gemini-models.yml	36	# ========================================	COMMENT
MEDIUM	…oconfigure/src/main/resources/models/gemini-models.yml	38	# ========================================	COMMENT
MEDIUM	…oconfigure/src/main/resources/models/gemini-models.yml	84	# ========================================	COMMENT
MEDIUM	…oconfigure/src/main/resources/models/gemini-models.yml	86	# ========================================	COMMENT
MEDIUM	…nfig/models/openai/OpenAiNativeStructuredOutputIT.java	87	// ── Data classes ────────────────────────────────────────────────────────	COMMENT
MEDIUM	…nfig/models/openai/OpenAiNativeStructuredOutputIT.java	114	// ── Flat object ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	…nfig/models/openai/OpenAiNativeStructuredOutputIT.java	146	// ── Array of objects ─────────────────────────────────────────────────────	COMMENT
MEDIUM	…nfig/models/openai/OpenAiNativeStructuredOutputIT.java	168	// ── DEFAULT mode ──────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	…oconfigure/src/main/resources/models/openai-models.yml	416	# ========================================	COMMENT
MEDIUM⚡	…oconfigure/src/main/resources/models/openai-models.yml	418	# ========================================	COMMENT
MEDIUM	…oconfigure/src/main/resources/models/openai-models.yml	1	# ============================================	COMMENT
MEDIUM	…oconfigure/src/main/resources/models/openai-models.yml	3	# ============================================	COMMENT
MEDIUM	…oconfigure/src/main/resources/models/openai-models.yml	43	# ========================================	COMMENT
MEDIUM	…oconfigure/src/main/resources/models/openai-models.yml	54	# ========================================	COMMENT
MEDIUM	…oconfigure/src/main/resources/models/openai-models.yml	120	# ========================================	COMMENT
MEDIUM	…oconfigure/src/main/resources/models/openai-models.yml	138	# ========================================	COMMENT
MEDIUM	…oconfigure/src/main/resources/models/openai-models.yml	190	# ========================================	COMMENT
MEDIUM	…oconfigure/src/main/resources/models/openai-models.yml	193	# ========================================	COMMENT
MEDIUM	…oconfigure/src/main/resources/models/openai-models.yml	226	# ========================================	COMMENT
MEDIUM	…oconfigure/src/main/resources/models/openai-models.yml	230	# ========================================	COMMENT
MEDIUM	…oconfigure/src/main/resources/models/openai-models.yml	294	# ========================================	COMMENT
MEDIUM	…oconfigure/src/main/resources/models/openai-models.yml	296	# ========================================	COMMENT
MEDIUM	…oconfigure/src/main/resources/models/openai-models.yml	329	# ========================================	COMMENT
MEDIUM	…oconfigure/src/main/resources/models/openai-models.yml	332	# ========================================	COMMENT
MEDIUM	…oconfigure/src/main/resources/models/openai-models.yml	349	# ========================================	COMMENT
MEDIUM	…oconfigure/src/main/resources/models/openai-models.yml	353	# ========================================	COMMENT
MEDIUM	…oconfigure/src/main/resources/models/openai-models.yml	454	# ========================================	COMMENT
MEDIUM	…oconfigure/src/main/resources/models/openai-models.yml	456	# ========================================	COMMENT
MEDIUM	…oconfigure/src/main/resources/models/openai-models.yml	476	# ========================================	COMMENT
MEDIUM	…oconfigure/src/main/resources/models/openai-models.yml	478	# ========================================	COMMENT
MEDIUM	…nfigure/src/main/resources/models/dashscope-models.yml	1	# ============================================	COMMENT
MEDIUM	…nfigure/src/main/resources/models/dashscope-models.yml	3	# ============================================	COMMENT
MEDIUM⚡	…gure/src/main/resources/models/google-genai-models.yml	1	# ============================================	COMMENT
MEDIUM⚡	…gure/src/main/resources/models/google-genai-models.yml	3	# ============================================	COMMENT
MEDIUM⚡	…gure/src/main/resources/models/google-genai-models.yml	9	# ========================================	COMMENT
MEDIUM⚡	…gure/src/main/resources/models/google-genai-models.yml	11	# ========================================	COMMENT
MEDIUM⚡	…gure/src/main/resources/models/google-genai-models.yml	20	# ========================================	COMMENT
MEDIUM⚡	…gure/src/main/resources/models/google-genai-models.yml	22	# ========================================	COMMENT
MEDIUM	…gure/src/main/resources/models/google-genai-models.yml	46	# ========================================	COMMENT
MEDIUM	…gure/src/main/resources/models/google-genai-models.yml	48	# ========================================	COMMENT
MEDIUM	…gure/src/main/resources/models/google-genai-models.yml	72	# ========================================	COMMENT
MEDIUM	…gure/src/main/resources/models/google-genai-models.yml	74	# ========================================	COMMENT
MEDIUM	…gure/src/main/resources/models/google-genai-models.yml	87	# ========================================	COMMENT
MEDIUM	…gure/src/main/resources/models/google-genai-models.yml	89	# ========================================	COMMENT
MEDIUM	…gure/src/main/resources/models/google-genai-models.yml	137	# ========================================	COMMENT
MEDIUM	…gure/src/main/resources/models/google-genai-models.yml	139	# ========================================	COMMENT
55 more matches not shown…

Fake / Example Data135 hits · 139 pts

Severity	File	Line	Snippet	Context
LOW	…/agent/config/models/dashscope/DashScopeAllModelsIT.kt	58	"embabel.agent.platform.models.dashscope.api-key=\${DASHSCOPE_API_KEY:dummy-key-for-context-loading}",	CODE
LOW	…nt/config/models/googlegenai/GoogleGenAiEmbeddingIT.kt	43	"embabel.agent.platform.models.googlegenai.api-key=\${GOOGLE_API_KEY:\${GEMINI_API_KEY:dummy-key-for-context-loa	CODE
LOW	…fig/models/googlegenai/GoogleGenAiChatIntegrationIT.kt	59	"embabel.agent.platform.models.googlegenai.api-key=\${GOOGLE_API_KEY:\${GEMINI_API_KEY:dummy-key-for-context-loa	CODE
LOW	…nt/config/models/googlegenai/GoogleGenAiAllModelsIT.kt	60	"embabel.agent.platform.models.googlegenai.api-key=\${GOOGLE_API_KEY:\${GEMINI_API_KEY:dummy-key-for-context-loa	CODE
LOW	…config/models/googlegenai/GoogleGenAiToolResponseIT.kt	57	"embabel.agent.platform.models.googlegenai.api-key=\${GOOGLE_API_KEY:\${GEMINI_API_KEY:dummy-key-for-con	CODE
LOW	…/com/embabel/agent/config/models/zai/ZaiAllModelsIT.kt	74	"embabel.agent.platform.models.zai.api-key=\${ZAI_API_KEY:dummy-key-for-context-loading}",	CODE
LOW⚡	…bel/agent/rag/model/JavaInterfaceRelationshipTest.java	119	NamedEntityData address1 = createAddress("a1", "123 Main St", "Springfield");	CODE
LOW⚡	…bel/agent/rag/model/JavaInterfaceRelationshipTest.java	129	assertEquals("123 Main St", addresses.get(0).getStreet());	CODE
LOW⚡	…bel/agent/rag/model/JavaInterfaceRelationshipTest.java	136	NamedEntityData company = createCompany("c1", "Acme Corp", "Technology");	CODE
LOW⚡	…bel/agent/rag/model/JavaInterfaceRelationshipTest.java	144	assertEquals("Acme Corp", employer.getName());	CODE
LOW⚡	…bel/agent/rag/model/JavaInterfaceRelationshipTest.java	151	NamedEntityData address1 = createAddress("a1", "123 Main St", "Springfield");	CODE
LOW	…bel/agent/rag/model/JavaInterfaceRelationshipTest.java	167	NamedEntityData company = createCompany("c1", "Acme Corp", "Technology");	CODE
LOW	…bel/agent/rag/model/JavaInterfaceRelationshipTest.java	175	assertEquals("Acme Corp", name);	CODE
LOW	…/service/JavaRepositoryRelationshipNavigationTest.java	103	NamedEntityData address1 = createAddress("a1", "123 Main St", "Springfield");	CODE
LOW	…/service/JavaRepositoryRelationshipNavigationTest.java	130	assertEquals("123 Main St", addresses.get(0).getStreet());	CODE
LOW	…/service/JavaRepositoryRelationshipNavigationTest.java	137	NamedEntityData company = createCompany("c1", "Acme Corp", "Technology");	CODE
LOW	…/service/JavaRepositoryRelationshipNavigationTest.java	153	assertEquals("Acme Corp", employer.getName());	CODE
LOW	…/service/JavaRepositoryRelationshipNavigationTest.java	187	NamedEntityData address1 = createAddress("a1", "123 Main St", "Springfield");	CODE
LOW	…bel/agent/rag/ContentElementPropertiesToPersistTest.kt	33	"author" to "John Doe",	CODE
LOW	…bel/agent/rag/ContentElementPropertiesToPersistTest.kt	45	assertEquals("John Doe", properties["author"])	CODE
LOW	…bel/agent/rag/ContentElementPropertiesToPersistTest.kt	336	"author" to "John Doe",	CODE
LOW	…bel/agent/rag/ContentElementPropertiesToPersistTest.kt	350	assertEquals("John Doe", properties["author"])	CODE
LOW	…om/embabel/agent/rag/model/NamedEntityHydrationTest.kt	116	name = "Acme Corp",	CODE
LOW	…om/embabel/agent/rag/model/NamedEntityHydrationTest.kt	337	name = "Acme Corp",	CODE
LOW	…om/embabel/agent/rag/model/NamedEntityHydrationTest.kt	350	assertEquals("Acme Corp", org.name)	CODE
LOW	…el/agent/rag/model/NamedEntityInvocationHandlerTest.kt	128	val address1 = createAddress("a1", "123 Main St", "Springfield")	CODE
LOW	…el/agent/rag/model/NamedEntityInvocationHandlerTest.kt	138	assertEquals("123 Main St", addresses[0].street)	CODE
LOW⚡	…el/agent/rag/model/NamedEntityInvocationHandlerTest.kt	166	val company = createCompany("c1", "Acme Corp", "Technology")	CODE
LOW⚡	…el/agent/rag/model/NamedEntityInvocationHandlerTest.kt	174	assertEquals("Acme Corp", employer?.name)	CODE
LOW⚡	…el/agent/rag/model/NamedEntityInvocationHandlerTest.kt	181	val company = createCompany("c1", "Acme Corp", "Technology")	CODE
LOW⚡	…el/agent/rag/model/NamedEntityInvocationHandlerTest.kt	190	assertEquals("Acme Corp", employer?.name)	CODE
LOW⚡	…el/agent/rag/model/NamedEntityInvocationHandlerTest.kt	196	val address1 = createAddress("a1", "123 Main St", "Springfield")	CODE
LOW	…el/agent/rag/model/NamedEntityInvocationHandlerTest.kt	222	val address1 = createAddress("a1", "123 Main St", "Springfield")	CODE
LOW	…el/agent/rag/model/NamedEntityInvocationHandlerTest.kt	248	val company = createCompany("c1", "Acme Corp", "Technology")	CODE
LOW	…el/agent/rag/model/NamedEntityInvocationHandlerTest.kt	256	assertEquals("Acme Corp", name)	CODE
LOW	…/embabel/agent/rag/lucene/LuceneChunkRepositoryTest.kt	102	"author" to "John Doe",	CODE
LOW	…/embabel/agent/rag/lucene/LuceneChunkRepositoryTest.kt	117	assertEquals("John Doe", chunk.metadata["author"])	CODE
LOW	…embabel/agent/rag/lucene/LuceneSearchOperationsTest.kt	153	val metadata = mapOf("author" to "John Doe", "category" to "AI")	CODE
LOW	…embabel/agent/rag/lucene/LuceneSearchOperationsTest.kt	167	assertEquals("John Doe", result.match.metadata["author"])	CODE
LOW	…/kotlin/com/embabel/agent/domain/library/PersonTest.kt	29	val person = PersonImpl("John Doe")	CODE
LOW	…/kotlin/com/embabel/agent/domain/library/PersonTest.kt	32	assertEquals("John Doe", person.name)	CODE
LOW	…rters/streaming/StreamingJacksonOutputConverterTest.kt	286	{"name": "Alice", "age": 30, "email": "alice@test.com", "address": "123 Main St"}	CODE
LOW	…rters/streaming/StreamingJacksonOutputConverterTest.kt	394	{"name": "Alice", "age": 30, "email": "alice@test.com", "address": "123 Main St"}	CODE
LOW	…/agent/api/annotation/support/PackageVisibleTests.java	86	pc.getBlackboard().plusAssign(new PackageInput("John Doe"));	CODE
LOW	…/agent/api/annotation/support/PackageVisibleTests.java	89	assertEquals(new PackageOutput("John Doe"), pc.getBlackboard().lastResult());	CODE
LOW	…/agent/api/annotation/support/PackageVisibleTests.java	119	pc.getBlackboard().plusAssign(new PackageInput("John Doe"));	CODE
LOW	…/agent/api/common/workflow/RepeatUntilBuilderTest.java	277	Map.of("it", new UserInput("input"), "person", new Person("John Doe", 30))	CODE
LOW	…/agent/api/common/workflow/RepeatUntilBuilderTest.java	303	Map.of("it", new UserInput("input"), "person", new Person("John Doe", 30))	CODE
LOW	…/com/embabel/agent/core/hitl/FormBindingRequestTest.kt	102	"name" to "John Doe",	CODE
LOW	…/com/embabel/agent/core/hitl/FormBindingRequestTest.kt	121	val testData = TestData("John Doe", "john@example.com")	CODE
LOW	…/com/embabel/agent/core/hitl/FormBindingRequestTest.kt	137	"name" to "John Doe"	CODE
LOW	…babel/agent/spi/support/ChatClientLlmOperationsTest.kt	186	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et	CODE
LOW	…babel/agent/spi/support/ChatClientLlmOperationsTest.kt	186	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et	CODE
LOW	…babel/agent/spi/support/ChatClientLlmOperationsTest.kt	1018	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et	CODE
LOW	…babel/agent/spi/support/ChatClientLlmOperationsTest.kt	1018	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et	CODE
LOW	…babel/agent/spi/support/ChatClientLlmOperationsTest.kt	1046	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et	CODE
LOW	…babel/agent/spi/support/ChatClientLlmOperationsTest.kt	1046	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et	CODE
LOW	…babel/agent/spi/support/ChatClientLlmOperationsTest.kt	1078	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et	CODE
LOW	…babel/agent/spi/support/ChatClientLlmOperationsTest.kt	1078	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et	CODE
LOW	…babel/agent/spi/support/ChatClientLlmOperationsTest.kt	1108	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et	CODE
75 more matches not shown…

Cross-File Repetition24 hits · 120 pts

Severity	File	Snippet	Context
HIGH	README.md	create a person from this user input, extracting their name and star sign: ${userinput.content}	STRING
HIGH	…/example/simple/horoscope/java/TestStarNewsFinder.java	create a person from this user input, extracting their name and star sign: ${userinput.content}	STRING
HIGH	…/example/simple/horoscope/kotlin/TestStarNewsFinder.kt	create a person from this user input, extracting their name and star sign: ${userinput.content}	STRING
HIGH	…/example/simple/horoscope/kotlin/TestStarNewsFinder.kt	create a person from this user input, extracting their name and star sign: ${userinput.content}	STRING
HIGH	README.md	${person.name} is an astrology believer with the sign ${person.sign}. their horoscope for today is: <horoscope>${horosco	STRING
HIGH	…/example/simple/horoscope/java/TestStarNewsFinder.java	${person.name} is an astrology believer with the sign ${person.sign}. their horoscope for today is: <horoscope>${horosco	STRING
HIGH	…/example/simple/horoscope/kotlin/TestStarNewsFinder.kt	${person.name} is an astrology believer with the sign ${person.sign}. their horoscope for today is: <horoscope>${horosco	STRING
HIGH	…/example/simple/horoscope/kotlin/TestStarNewsFinder.kt	${person.name} is an astrology believer with the sign ${person.sign}. their horoscope for today is: <horoscope>${horosco	STRING
HIGH	README.md	take the following news stories and write up something amusing for the target person in $wordcount words. begin by summa	STRING
HIGH	…/example/simple/horoscope/kotlin/TestStarNewsFinder.kt	take the following news stories and write up something amusing for the target person in $wordcount words. begin by summa	STRING
HIGH	…/example/simple/horoscope/kotlin/TestStarNewsFinder.kt	take the following news stories and write up something amusing for the target person in $wordcount words. begin by summa	STRING
HIGH	…dbc/JdbcAutoConfigurationPersistenceIntegrationTest.kt	create table if not exists agent_process_snapshots ( process_id varchar(255) not null, parent_id varchar(255), agent_nam	STRING
HIGH	…el/agent/jdbc/HitlJdbcPersistenceMvcIntegrationTest.kt	create table if not exists agent_process_snapshots ( process_id varchar(255) not null, parent_id varchar(255), agent_nam	STRING
HIGH	…mbabel/agent/jdbc/JdbcAgentProcessSnapshotStoreTest.kt	create table if not exists agent_process_snapshots ( process_id varchar(255) not null, parent_id varchar(255), agent_nam	STRING
HIGH	…gration/EmbabelMockitoIntegrationTestBlockingTest.java	revise a short story in %d words or less. the story should be engaging and imaginative. use the user's input as inspirat	STRING
HIGH	…ration/EmbabelMockitoIntegrationTestStreamingTest.java	revise a short story in %d words or less. the story should be engaging and imaginative. use the user's input as inspirat	STRING
HIGH	…/api/annotation/support/state/WriteAndReviewAgent.java	revise a short story in %d words or less. the story should be engaging and imaginative. use the user's input as inspirat	STRING
HIGH	…gration/EmbabelMockitoIntegrationTestBlockingTest.java	you will be given a short story to review. review it in %d words or less. consider whether or not the story is engaging,	STRING
HIGH	…ration/EmbabelMockitoIntegrationTestStreamingTest.java	you will be given a short story to review. review it in %d words or less. consider whether or not the story is engaging,	STRING
HIGH	…/api/annotation/support/state/WriteAndReviewAgent.java	you will be given a short story to review. review it in %d words or less. consider whether or not the story is engaging,	STRING
HIGH	…thinking/support/ThinkingPromptRunnerOperationsImpl.kt	evaluate this condition given the context. return "result": whether you think it is true, your confidence level from 0-1	STRING
HIGH	…ent/api/common/support/OperationContextPromptRunner.kt	evaluate this condition given the context. return "result": whether you think it is true, your confidence level from 0-1	STRING
HIGH	…l/agent/api/common/support/OperationContextDelegate.kt	evaluate this condition given the context. return "result": whether you think it is true, your confidence level from 0-1	STRING
HIGH	…/api/common/support/DelegatingStreamingPromptRunner.kt	evaluate this condition given the context. return "result": whether you think it is true, your confidence level from 0-1	STRING

Modern AI Meta-Vocabulary17 hits · 54 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	…nfigure/src/main/resources/models/anthropic-models.yml	39	# Claude Fable 5.1 - Demanding reasoning and long-horizon agentic work	COMMENT
MEDIUM	…nfigure/src/main/resources/models/anthropic-models.yml	50	# Claude Opus 5.5 - Long-running agentic coding and knowledge work	COMMENT
MEDIUM⚡	…oconfigure/src/main/resources/models/openai-models.yml	417	# GPT-4.1 FAMILY (April 2025 - 1M token context window)	COMMENT
MEDIUM⚡	…gure/src/main/resources/models/google-genai-models.yml	179	# Gemini Embedding 2 - Latest embedding model (GA)	COMMENT
MEDIUM	embabel-agent-rag/embabel-agent-rag-pipeline/README.md	1	# RAG Pipeline Support: Obsolete	COMMENT
MEDIUM	…/src/main/kotlin/com/embabel/agent/rag/model/README.md	1	# RAG integration for agent	COMMENT
MEDIUM	…src/main/kotlin/com/embabel/agent/rag/filter/README.md	1	# RAG Filtering	COMMENT
MEDIUM	embabel-agent-docs/llms-txt-extension.js	45	llmsContent += `- [Embabel Cookbook](https://github.com/embabel/embabel-cookbook/blob/main/README.md): Practical r	CODE
MEDIUM	…embabel/agent/api/termination/TerminationJavaTest.java	100	// Java interop for these is tested via the agentic integration tests in TerminationAgenticTest.	COMMENT
MEDIUM	…nt/spi/support/ChatClientLlmOperationsGuardRailTest.kt	746	// Verify all guardrails were called	COMMENT
MEDIUM	…t/kotlin/com/embabel/agent/api/tool/AgenticToolTest.kt	517	// The nested agentic should not be wrapped	COMMENT
MEDIUM	…t/kotlin/com/embabel/agent/api/tool/AgenticToolTest.kt	536	// The nested agentic should be wrapped	COMMENT
MEDIUM	…embabel/common/core/validation/ValidationResultTest.kt	81	// Given - Real guardrails use case: determine highest severity from multiple errors	COMMENT
MEDIUM	…/com/embabel/agent/tools/blackboard/BlackboardTools.kt	43	* // Add to an agentic tool	COMMENT
MEDIUM	…n/com/embabel/agent/tools/process/AgentProcessTools.kt	38	* // Add to an agentic tool	COMMENT
MEDIUM	…agent/spi/support/guardrails/llmOperationGuardRails.kt	49	// Merge global and interaction-specific guardrails, removing duplicates by class	COMMENT
MEDIUM	…agent/spi/support/guardrails/llmOperationGuardRails.kt	101	// Merge global and interaction-specific guardrails, removing duplicates by class	COMMENT

Over-Commented Block36 hits · 32 pts

Severity	File	Line	Snippet	Context
LOW	…nfigure/src/main/resources/models/anthropic-models.yml	1	# ============================================	COMMENT
LOW	…nfigure/src/main/resources/models/anthropic-models.yml	21	options:	COMMENT
LOW	…oconfigure/src/main/resources/models/openai-models.yml	1	# ============================================	COMMENT
LOW	…oconfigure/src/main/resources/models/openai-models.yml	41		COMMENT
LOW	…oconfigure/src/main/resources/models/openai-models.yml	121	# GPT-5.6 FAMILY (July 2026)	COMMENT
LOW	…gure/src/main/resources/models/google-genai-models.yml	1	# ============================================	COMMENT
LOW	…gure/observability/ObservabilityAutoConfiguration.java	141	*/	COMMENT
LOW	…/support/PerGoalAsyncMcpToolExportCallbackPublisher.kt	121	// name = event.name,	COMMENT
LOW	…/sync/support/PerGoalMcpExportToolCallbackPublisher.kt	121	when {	COMMENT
LOW	…/sync/support/PerGoalMcpExportToolCallbackPublisher.kt	141	// logger.info("MCP Tool Export Callback Publisher adding resource {}", uri)	COMMENT
LOW	…che/support/HitlJCachePersistenceMvcIntegrationTest.kt	421	* [cacheManager] bean for the backend of your choice. Every other bean	COMMENT
LOW	…che/support/HitlJCachePersistenceMvcIntegrationTest.kt	441	// @Bean	COMMENT
LOW	…che/support/HitlJCachePersistenceMvcIntegrationTest.kt	461	// The region is created on first access; no up-front schema needed.	COMMENT
LOW	…/kotlin/com/embabel/agent/rag/tools/CoreSearchTools.kt	321	// NEVER blend documents. Similar documents share section names (contracts,	COMMENT
LOW	…embabel/agent/rag/service/NamedEntityDataRepository.kt	661	// `:User` / `:StoredUser`). Proxying those and casting to NamedEntity in	COMMENT
LOW	…-test-internal/src/main/resources/application-test.yml	21		COMMENT
LOW	…el/agent/jdbc/HitlJdbcPersistenceMvcIntegrationTest.kt	441	// })	COMMENT
LOW	…el/agent/jdbc/HitlJdbcPersistenceMvcIntegrationTest.kt	461	// Named so the test can inject it directly for schema init and cleanup.	COMMENT
LOW	…el/agent/jdbc/HitlJdbcPersistenceMvcIntegrationTest.kt	481	// In production you do not need a named qualifier.	COMMENT
LOW	…skills/script/ProcessSkillScriptExecutionEngineTest.kt	361		COMMENT
LOW	…skills/script/ProcessSkillScriptExecutionEngineTest.kt	401	@Test	COMMENT
LOW	…nt/skills/support/InstructionFileReferenceExtractor.kt	41	// using ``` or ~~~, at any indentation (so fences nested inside list	COMMENT
LOW	…/com/embabel/common/ai/converters/enumSchemaSupport.kt	141	// Holds the serialised constant value and its optional description.	COMMENT
LOW	…c/src/main/kotlin/com/embabel/agent/web/rest/README.md	1	# Endpoints to expose agent platform information	COMMENT
LOW	…bel/agent/spi/support/PromptAssemblyPerformanceTest.kt	141	val many = median(manySetup)	COMMENT
LOW	…pi/annotation/support/AgentMetadataReaderActionTest.kt	1121	// assertEquals(2, action.toolGroups.size, "Had ${action.toolGroups} tool groups, expected 1")	COMMENT
LOW	…kotlin/com/embabel/agent/api/dsl/MapperParallelTest.kt	81	// val concurrencyLevel = 4	COMMENT
LOW	…n/kotlin/com/embabel/agent/tools/file/FileReadTools.kt	301	// ├── README.md ← root-level file	COMMENT
LOW	…rc/main/kotlin/com/embabel/agent/tools/agent/README.md	1	# Support for creating Tools from Embabel Agents	COMMENT
LOW	…el/agent/spi/support/springai/InstrumentedChatModel.kt	121	// Instead it calls the interface's own default implementation, which	COMMENT
LOW	…agent/spi/support/springai/SpringAiLlmMessageSender.kt	101	// --- Select the answer generation [A] and capture reasoning [B] separately ---	COMMENT
LOW	…agent/spi/support/springai/SpringAiLlmMessageSender.kt	221		COMMENT
LOW	…main/kotlin/com/embabel/agent/api/invocation/README.md	1	# AgentProcess invocation support	COMMENT
LOW	…pi/src/main/kotlin/com/embabel/agent/api/dsl/README.md	1	# Kotlin DSL for writing agents	COMMENT
LOW	…m/embabel/common/ai/model/ConfigurableModelProvider.kt	941	return resolved	COMMENT
LOW	…m/embabel/common/ai/model/ConfigurableModelProvider.kt	1081	"Role '{}' has no model configured for provider '{}' under embabel.models.roles",	COMMENT

Magic Placeholder Names4 hits · 30 pts

Severity	File	Line	Snippet	Context
HIGH	…onfig/models/openai/custom/OpenAiCustomModelsConfig.kt	111	* OPENAI_CUSTOM_API_KEY=your-api-key	COMMENT
HIGH	…bel/agent/config/models/minimax/MiniMaxModelsConfig.kt	97	* MINIMAX_API_KEY=your-api-key	COMMENT
HIGH	…agent/config/models/dashscope/DashScopeModelsConfig.kt	107	* DASHSCOPE_API_KEY=your-api-key	COMMENT
HIGH	…com/embabel/agent/config/models/zai/ZaiModelsConfig.kt	109	* ZAI_API_KEY=your-api-key	COMMENT

Verbosity Indicators13 hits · 26 pts

Severity	File	Line	Snippet	Context
LOW⚡	…om/embabel/agent/skills/SkillsScriptIntegrationTest.kt	168	// Step 1: Create initial Skills	COMMENT
LOW⚡	…om/embabel/agent/skills/SkillsScriptIntegrationTest.kt	172	// Step 2: Add skill (simulates withGitHubUrl)	COMMENT
LOW⚡	…om/embabel/agent/skills/SkillsScriptIntegrationTest.kt	177	// Step 3: Add engine - script tools should now appear	COMMENT
LOW⚡	…om/embabel/agent/skills/SkillsScriptIntegrationTest.kt	186	// Step 4: Activate to get instructions	COMMENT
LOW	…n/com/embabel/agent/e2e/LLMStreamingIntegrationTest.kt	234	// Step 1: Test basic non-streaming model with established pattern	COMMENT
LOW	…/embabel/agent/spi/config/spring/AsyncConfiguration.kt	84	// Step 3: Attempt to get shared executor if enabled	COMMENT
LOW	…/embabel/agent/spi/config/spring/AsyncConfiguration.kt	97	// Step 4: Create isolated raw JDK executor (no Spring lifecycle)	COMMENT
LOW	…rt/springai/streaming/StreamingChatClientOperations.kt	381	// Step 1: Original raw chunk stream from LLM	COMMENT
LOW⚡	…rt/springai/streaming/StreamingChatClientOperations.kt	393	// Step 2: Transform raw chunks to complete newline-delimited lines	COMMENT
LOW⚡	…rt/springai/streaming/StreamingChatClientOperations.kt	398	// Step 3: Final flux of StreamingEvent (thinking + objects)	COMMENT
LOW	…nt/spi/support/streaming/StreamingLlmOperationsImpl.kt	237	// Step 1: Raw chunk stream from LLM	COMMENT
LOW⚡	…nt/spi/support/streaming/StreamingLlmOperationsImpl.kt	248	// Step 2: Transform raw chunks to complete newline-delimited lines	COMMENT
LOW⚡	…nt/spi/support/streaming/StreamingLlmOperationsImpl.kt	253	// Step 3: Convert lines to StreamingEvent (thinking + objects)	COMMENT

Structural Annotation Overuse13 hits · 26 pts

Severity	File	Line	Snippet	Context
LOW⚡	…om/embabel/agent/skills/SkillsScriptIntegrationTest.kt	168	// Step 1: Create initial Skills	COMMENT
LOW⚡	…om/embabel/agent/skills/SkillsScriptIntegrationTest.kt	172	// Step 2: Add skill (simulates withGitHubUrl)	COMMENT
LOW⚡	…om/embabel/agent/skills/SkillsScriptIntegrationTest.kt	177	// Step 3: Add engine - script tools should now appear	COMMENT
LOW⚡	…om/embabel/agent/skills/SkillsScriptIntegrationTest.kt	186	// Step 4: Activate to get instructions	COMMENT
LOW	…n/com/embabel/agent/e2e/LLMStreamingIntegrationTest.kt	234	// Step 1: Test basic non-streaming model with established pattern	COMMENT
LOW	…/embabel/agent/spi/config/spring/AsyncConfiguration.kt	84	// Step 3: Attempt to get shared executor if enabled	COMMENT
LOW	…/embabel/agent/spi/config/spring/AsyncConfiguration.kt	97	// Step 4: Create isolated raw JDK executor (no Spring lifecycle)	COMMENT
LOW	…rt/springai/streaming/StreamingChatClientOperations.kt	381	// Step 1: Original raw chunk stream from LLM	COMMENT
LOW⚡	…rt/springai/streaming/StreamingChatClientOperations.kt	393	// Step 2: Transform raw chunks to complete newline-delimited lines	COMMENT
LOW⚡	…rt/springai/streaming/StreamingChatClientOperations.kt	398	// Step 3: Final flux of StreamingEvent (thinking + objects)	COMMENT
LOW	…nt/spi/support/streaming/StreamingLlmOperationsImpl.kt	237	// Step 1: Raw chunk stream from LLM	COMMENT
LOW⚡	…nt/spi/support/streaming/StreamingLlmOperationsImpl.kt	248	// Step 2: Transform raw chunks to complete newline-delimited lines	COMMENT
LOW⚡	…nt/spi/support/streaming/StreamingLlmOperationsImpl.kt	253	// Step 3: Convert lines to StreamingEvent (thinking + objects)	COMMENT

Self-Referential Comments1 hit · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	…oconfigure/src/main/resources/models/gemini-models.yml	2	# This file defines all Google Gemini models available for use in the application.	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	…pi/event/observation/ToolLoopObservationContextTest.kt	70	// robust to how many times Micrometer happens to read the convention.	COMMENT

Hyper-Verbose Identifiers1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…/agent/a2a/server/support/AutonomyA2ARequestHandler.kt	38	class AutonomyA2ARequestHandler(	CODE

Slop Phrases1 hit · 1 pts

Severity	File	Line	Snippet	Context
MEDIUM	…/spi/support/springai/SuppressThinkingConverterTest.kt	95	val input = "{\"name\": \"Rex\"}\n\nLet me know if you need anything else."	STRING

embabel/embabel-agent

Open-Source Code Quality, Security and Technical Debt Review